Dataset statistics
| Number of variables | 44 |
|---|---|
| Number of observations | 100000 |
| Missing cells | 125341 |
| Missing cells (%) | 2.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 33.6 MiB |
| Average record size in memory | 352.0 B |
Variable types
| CAT | 25 |
|---|---|
| BOOL | 10 |
| NUM | 8 |
| UNSUPPORTED | 1 |
contract_start has a high cardinality: 8232 distinct values | High cardinality |
contract_end has a high cardinality: 365 distinct values | High cardinality |
date_of_birth has a high cardinality: 14842 distinct values | High cardinality |
credit_rating has a high cardinality: 77517 distinct values | High cardinality |
income_salary_per_year has a high cardinality: 37003 distinct values | High cardinality |
income_deposits_per_year has a high cardinality: 19340 distinct values | High cardinality |
income_securities_per_year has a high cardinality: 19346 distinct values | High cardinality |
insurance_life_premium_per_month has a high cardinality: 10809 distinct values | High cardinality |
insurance_house_premium_per_year has a high cardinality: 45150 distinct values | High cardinality |
insurance_car_premium_per_year has a high cardinality: 34535 distinct values | High cardinality |
mortgage_value has a high cardinality: 16677 distinct values | High cardinality |
mortgage_interest has a high cardinality: 20779 distinct values | High cardinality |
mortgage_downpayment has a high cardinality: 20795 distinct values | High cardinality |
customer_limit has a high cardinality: 9833 distinct values | High cardinality |
cash_withdrawals_value has a high cardinality: 93358 distinct values | High cardinality |
consumer_credit_value has a high cardinality: 36993 distinct values | High cardinality |
online_tranactions_per_month is highly correlated with online_number_of_logins_per_month | High correlation |
online_number_of_logins_per_month is highly correlated with online_tranactions_per_month | High correlation |
contract_end has 95129 (95.1%) missing values | Missing |
profession has 7729 (7.7%) missing values | Missing |
credit_rating has 22483 (22.5%) missing values | Missing |
credit_rating is uniformly distributed | Uniform |
last_balance has unique values | Unique |
last_balance_minus_6_months has unique values | Unique |
last_balance_minus_12_months has unique values | Unique |
ZIP is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mortgage_dayuntilmaturity has 52065 (52.1%) zeros | Zeros |
online_number_of_logins_per_month has 29883 (29.9%) zeros | Zeros |
online_tranactions_per_month has 38723 (38.7%) zeros | Zeros |
advisor_contacts_last12months has 40313 (40.3%) zeros | Zeros |
cash_withdraws_per_month has 2996 (3.0%) zeros | Zeros |
consumer_credit_maturity has 36022 (36.0%) zeros | Zeros |
number_of_refusals has 20578 (20.6%) zeros | Zeros |
Reproduction
| Analysis started | 2022-10-19 14:35:00.662119 |
|---|---|
| Analysis finished | 2022-10-19 14:35:31.736057 |
| Duration | 31.07 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 8232 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 2011-10-06 | 44 |
|---|---|
| 2010-12-31 | 44 |
| 2012-04-20 | 44 |
| 2014-04-15 | 42 |
| 2012-02-25 | 41 |
| Other values (8227) |
| Value | Count | Frequency (%) | |
| 2011-10-06 | 44 | < 0.1% | |
| 2010-12-31 | 44 | < 0.1% | |
| 2012-04-20 | 44 | < 0.1% | |
| 2014-04-15 | 42 | < 0.1% | |
| 2012-02-25 | 41 | < 0.1% | |
| 2010-06-21 | 40 | < 0.1% | |
| 2011-09-07 | 39 | < 0.1% | |
| 2010-02-23 | 39 | < 0.1% | |
| 2012-01-19 | 38 | < 0.1% | |
| 2010-09-28 | 38 | < 0.1% | |
| Other values (8222) | 99591 | 99.6% |
Unique
| Unique | 1043 ? |
|---|---|
| Unique (%) | 1.0% |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
| Distinct | 365 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 95129 |
| Missing (%) | 95.1% |
| Memory size | 781.2 KiB |
| 2018-06-08 | 23 |
|---|---|
| 2017-07-16 | 22 |
| 2018-01-02 | 21 |
| 2018-01-29 | 21 |
| 2018-06-07 | 21 |
| Other values (360) |
| Value | Count | Frequency (%) | |
| 2018-06-08 | 23 | < 0.1% | |
| 2017-07-16 | 22 | < 0.1% | |
| 2018-01-02 | 21 | < 0.1% | |
| 2018-01-29 | 21 | < 0.1% | |
| 2018-06-07 | 21 | < 0.1% | |
| 2017-11-10 | 21 | < 0.1% | |
| 2018-05-05 | 21 | < 0.1% | |
| 2017-12-11 | 20 | < 0.1% | |
| 2017-11-04 | 20 | < 0.1% | |
| 2017-10-05 | 20 | < 0.1% | |
| Other values (355) | 4661 | 4.7% | |
| (Missing) | 95129 | 95.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 10 |
|---|---|
| Median length | 3 |
| Mean length | 3.34097 |
| Min length | 3 |
| Distinct | 14842 |
|---|---|
| Distinct (%) | 14.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 1991-08-01 | 30 |
|---|---|
| 1990-09-25 | 28 |
| 1993-06-21 | 26 |
| 1990-03-09 | 25 |
| 1994-11-29 | 25 |
| Other values (14837) |
| Value | Count | Frequency (%) | |
| 1991-08-01 | 30 | < 0.1% | |
| 1990-09-25 | 28 | < 0.1% | |
| 1993-06-21 | 26 | < 0.1% | |
| 1990-03-09 | 25 | < 0.1% | |
| 1994-11-29 | 25 | < 0.1% | |
| 1986-07-17 | 24 | < 0.1% | |
| 1988-03-01 | 24 | < 0.1% | |
| 1990-02-21 | 24 | < 0.1% | |
| 1991-05-08 | 24 | < 0.1% | |
| 1989-05-31 | 24 | < 0.1% | |
| Other values (14832) | 99746 | 99.7% |
Unique
| Unique | 3067 ? |
|---|---|
| Unique (%) | 3.1% |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| M | |
|---|---|
| W |
| Value | Count | Frequency (%) | |
| M | 50186 | 50.2% | |
| W | 49814 | 49.8% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 48 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7729 |
| Missing (%) | 7.7% |
| Memory size | 781.2 KiB |
| Journalism | 3780 |
|---|---|
| Other | 1963 |
| Food Service | 1960 |
| Maint | 1954 |
| Retiree | 1941 |
| Other values (43) |
| Value | Count | Frequency (%) | |
| Journalism | 3780 | 3.8% | |
| Other | 1963 | 2.0% | |
| Food Service | 1960 | 2.0% | |
| Maint | 1954 | 2.0% | |
| Retiree | 1941 | 1.9% | |
| Insurance | 1940 | 1.9% | |
| Design | 1937 | 1.9% | |
| Health Care | 1931 | 1.9% | |
| Telecommunications | 1925 | 1.9% | |
| Retail | 1919 | 1.9% | |
| Other values (38) | 71021 | 71.0% | |
| (Missing) | 7729 | 7.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 22 |
|---|---|
| Median length | 10 |
| Mean length | 9.81296 |
| Min length | 3 |
size_household
Real number (ℝ≥0)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.66585 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.7937884343 |
|---|---|
| Coefficient of variation (CV) | 0.4765065488 |
| Kurtosis | 0.3450517787 |
| Mean | 1.66585 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.9912552117 |
| Sum | 166585 |
| Variance | 0.6301000785 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 51258 | 51.3% | |
| 2 | 33295 | 33.3% | |
| 3 | 13187 | 13.2% | |
| 4 | 2129 | 2.1% | |
| 5 | 126 | 0.1% | |
| 6 | 5 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 51258 | 51.3% | |
| 2 | 33295 | 33.3% | |
| 3 | 13187 | 13.2% | |
| 4 | 2129 | 2.1% | |
| 5 | 126 | 0.1% |
| Value | Count | Frequency (%) | |
| 6 | 5 | < 0.1% | |
| 5 | 126 | 0.1% | |
| 4 | 2129 | 2.1% | |
| 3 | 13187 | 13.2% | |
| 2 | 33295 | 33.3% |
segment
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| S2 | |
|---|---|
| S3 | |
| S1 | |
| S4 | |
| S5 |
| Value | Count | Frequency (%) | |
| S2 | 49949 | 49.9% | |
| S3 | 20023 | 20.0% | |
| S1 | 19989 | 20.0% | |
| S4 | 5042 | 5.0% | |
| S5 | 4997 | 5.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
| Distinct | 77517 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 22483 |
| Missing (%) | 22.5% |
| Memory size | 781.2 KiB |
| 89,5685176247469 | 1 |
|---|---|
| 94,9248049022298 | 1 |
| 87,3476116577815 | 1 |
| 91,9291835327086 | 1 |
| 84,5714854546893 | 1 |
| Other values (77512) |
| Value | Count | Frequency (%) | |
| 89,5685176247469 | 1 | < 0.1% | |
| 94,9248049022298 | 1 | < 0.1% | |
| 87,3476116577815 | 1 | < 0.1% | |
| 91,9291835327086 | 1 | < 0.1% | |
| 84,5714854546893 | 1 | < 0.1% | |
| 87,7349153243012 | 1 | < 0.1% | |
| 95,9778614908399 | 1 | < 0.1% | |
| 92,056994217274 | 1 | < 0.1% | |
| 89,8789599193991 | 1 | < 0.1% | |
| 97,7429489581313 | 1 | < 0.1% | |
| Other values (77507) | 77507 | 77.5% | |
| (Missing) | 22483 | 22.5% |
Unique
| Unique | 77517 ? |
|---|---|
| Unique (%) | 100.0% |
Length
| Max length | 16 |
|---|---|
| Median length | 16 |
| Mean length | 12.99135 |
| Min length | 3 |
no_credit_rating_flag
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 77517 | 77.5% | |
| 1 | 22483 | 22.5% |
main_account_flag
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 51388 | 51.4% | |
| 1 | 48612 | 48.6% |
online_banking_flag
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 72926 | 72.9% | |
| 0 | 27074 | 27.1% |
tele_banking_flag
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 64018 | 64.0% | |
| 1 | 35982 | 36.0% |
creditcard_flag
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 52039 | 52.0% | |
| 1 | 47961 | 48.0% |
insurance_life_flag
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 77719 | 77.7% | |
| 1 | 22281 | 22.3% |
insurance_house_flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 1 | |
|---|---|
| 2 | 7625 |
| Value | Count | Frequency (%) | |
| 1 | 92375 | 92.4% | |
| 2 | 7625 | 7.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
insurance_car_flag
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 71051 | 71.1% | |
| 0 | 28949 | 28.9% |
insurance_other_flag
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 69440 | 69.4% | |
| 0 | 30560 | 30.6% |
mortgage_flag
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 57489 | 57.5% | |
| 1 | 42511 | 42.5% |
portfolio_flag
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 79307 | 79.3% | |
| 1 | 20693 | 20.7% |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 38694,3768752972 | 1 |
|---|---|
| 54312,7512478707 | 1 |
| 54560,43741961 | 1 |
| 43548,8574706653 | 1 |
| 60938,1378131826 | 1 |
| Other values (99995) |
| Value | Count | Frequency (%) | |
| 38694,3768752972 | 1 | < 0.1% | |
| 54312,7512478707 | 1 | < 0.1% | |
| 54560,43741961 | 1 | < 0.1% | |
| 43548,8574706653 | 1 | < 0.1% | |
| 60938,1378131826 | 1 | < 0.1% | |
| 32297,8836480081 | 1 | < 0.1% | |
| 81187,124363302 | 1 | < 0.1% | |
| 37897,7614620244 | 1 | < 0.1% | |
| 22237,3081887916 | 1 | < 0.1% | |
| 42081,105587215 | 1 | < 0.1% | |
| Other values (99990) | 99990 | > 99.9% |
Unique
| Unique | 100000 ? |
|---|---|
| Unique (%) | 100.0% |
Length
| Max length | 17 |
|---|---|
| Median length | 16 |
| Mean length | 15.89452 |
| Min length | 12 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 57898,0655263417 | 1 |
|---|---|
| 39770,0504600203 | 1 |
| 47443,9047808202 | 1 |
| 44048,7132229436 | 1 |
| 26723,1327812883 | 1 |
| Other values (99995) |
| Value | Count | Frequency (%) | |
| 57898,0655263417 | 1 | < 0.1% | |
| 39770,0504600203 | 1 | < 0.1% | |
| 47443,9047808202 | 1 | < 0.1% | |
| 44048,7132229436 | 1 | < 0.1% | |
| 26723,1327812883 | 1 | < 0.1% | |
| 8512,03652582368 | 1 | < 0.1% | |
| 70676,9053422201 | 1 | < 0.1% | |
| 26376,561489883 | 1 | < 0.1% | |
| 17684,3631189534 | 1 | < 0.1% | |
| 39088,4145188575 | 1 | < 0.1% | |
| Other values (99990) | 99990 | > 99.9% |
Unique
| Unique | 100000 ? |
|---|---|
| Unique (%) | 100.0% |
Length
| Max length | 17 |
|---|---|
| Median length | 16 |
| Mean length | 15.89248 |
| Min length | 11 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 57993,5440013713 | 1 |
|---|---|
| 38077,9706216939 | 1 |
| 37027,1427059187 | 1 |
| 30389,1710090917 | 1 |
| 26870,6693283606 | 1 |
| Other values (99995) |
| Value | Count | Frequency (%) | |
| 57993,5440013713 | 1 | < 0.1% | |
| 38077,9706216939 | 1 | < 0.1% | |
| 37027,1427059187 | 1 | < 0.1% | |
| 30389,1710090917 | 1 | < 0.1% | |
| 26870,6693283606 | 1 | < 0.1% | |
| 16438,7977476113 | 1 | < 0.1% | |
| 60298,2817948499 | 1 | < 0.1% | |
| 13600,8429461974 | 1 | < 0.1% | |
| 13684,6100735734 | 1 | < 0.1% | |
| 30623,9835219094 | 1 | < 0.1% | |
| Other values (99990) | 99990 | > 99.9% |
Unique
| Unique | 100000 ? |
|---|---|
| Unique (%) | 100.0% |
Length
| Max length | 17 |
|---|---|
| Median length | 16 |
| Mean length | 15.88889 |
| Min length | 11 |
| Distinct | 37003 |
|---|---|
| Distinct (%) | 37.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| 75844,2159256729 | 1 |
| 130055,175778915 | 1 |
| 92443,3103174905 | 1 |
| 61751,8858750527 | 1 |
| Other values (36998) |
| Value | Count | Frequency (%) | |
| 0 | 62998 | 63.0% | |
| 75844,2159256729 | 1 | < 0.1% | |
| 130055,175778915 | 1 | < 0.1% | |
| 92443,3103174905 | 1 | < 0.1% | |
| 61751,8858750527 | 1 | < 0.1% | |
| 20071,1760016255 | 1 | < 0.1% | |
| 51585,2299170858 | 1 | < 0.1% | |
| 3562,98029504277 | 1 | < 0.1% | |
| 70723,294127018 | 1 | < 0.1% | |
| 4716,04848051572 | 1 | < 0.1% | |
| Other values (36993) | 36993 | 37.0% |
Unique
| Unique | 37002 ? |
|---|---|
| Unique (%) | 37.0% |
Length
| Max length | 17 |
|---|---|
| Median length | 1 |
| Mean length | 6.50883 |
| Min length | 1 |
| Distinct | 19340 |
|---|---|
| Distinct (%) | 19.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| 3707,13788215387 | 1 |
| 1819,45658405151 | 1 |
| 548,831653585611 | 1 |
| 2520,83413116782 | 1 |
| Other values (19335) |
| Value | Count | Frequency (%) | |
| 0 | 80661 | 80.7% | |
| 3707,13788215387 | 1 | < 0.1% | |
| 1819,45658405151 | 1 | < 0.1% | |
| 548,831653585611 | 1 | < 0.1% | |
| 2520,83413116782 | 1 | < 0.1% | |
| 3064,96183705714 | 1 | < 0.1% | |
| 2451,88743810414 | 1 | < 0.1% | |
| 334,605370468231 | 1 | < 0.1% | |
| 1890,2178062624 | 1 | < 0.1% | |
| 2251,32927817111 | 1 | < 0.1% | |
| Other values (19330) | 19330 | 19.3% |
Unique
| Unique | 19339 ? |
|---|---|
| Unique (%) | 19.3% |
Length
| Max length | 17 |
|---|---|
| Median length | 1 |
| Mean length | 3.87969 |
| Min length | 1 |
| Distinct | 19346 |
|---|---|
| Distinct (%) | 19.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| 3363,69319632479 | 1 |
| 4971,74508626439 | 1 |
| 777,316391982913 | 1 |
| 1934,93377741518 | 1 |
| Other values (19341) |
| Value | Count | Frequency (%) | |
| 0 | 80655 | 80.7% | |
| 3363,69319632479 | 1 | < 0.1% | |
| 4971,74508626439 | 1 | < 0.1% | |
| 777,316391982913 | 1 | < 0.1% | |
| 1934,93377741518 | 1 | < 0.1% | |
| 2777,06742046509 | 1 | < 0.1% | |
| 2543,47260856222 | 1 | < 0.1% | |
| 31,7971451533433 | 1 | < 0.1% | |
| 1348,59640737492 | 1 | < 0.1% | |
| 2997,4054639056 | 1 | < 0.1% | |
| Other values (19336) | 19336 | 19.3% |
Unique
| Unique | 19345 ? |
|---|---|
| Unique (%) | 19.3% |
Length
| Max length | 18 |
|---|---|
| Median length | 1 |
| Mean length | 3.8807 |
| Min length | 1 |
| Distinct | 10809 |
|---|---|
| Distinct (%) | 10.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| 165,980808113851 | 1 |
| 80,6324203278167 | 1 |
| 124,458770367699 | 1 |
| 47,3535436661683 | 1 |
| Other values (10804) |
| Value | Count | Frequency (%) | |
| 0 | 89192 | 89.2% | |
| 165,980808113851 | 1 | < 0.1% | |
| 80,6324203278167 | 1 | < 0.1% | |
| 124,458770367699 | 1 | < 0.1% | |
| 47,3535436661683 | 1 | < 0.1% | |
| 144,648269892136 | 1 | < 0.1% | |
| 72,266206826462 | 1 | < 0.1% | |
| 166,058671306743 | 1 | < 0.1% | |
| 143,996178155581 | 1 | < 0.1% | |
| 245,215939064783 | 1 | < 0.1% | |
| Other values (10799) | 10799 | 10.8% |
Unique
| Unique | 10808 ? |
|---|---|
| Unique (%) | 10.8% |
Length
| Max length | 16 |
|---|---|
| Median length | 1 |
| Mean length | 2.60882 |
| Min length | 1 |
| Distinct | 45150 |
|---|---|
| Distinct (%) | 45.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| 469,523792432761 | 1 |
| 144,601737729076 | 1 |
| 478,245553717459 | 1 |
| 267,535037999423 | 1 |
| Other values (45145) |
| Value | Count | Frequency (%) | |
| 0 | 54851 | 54.9% | |
| 469,523792432761 | 1 | < 0.1% | |
| 144,601737729076 | 1 | < 0.1% | |
| 478,245553717459 | 1 | < 0.1% | |
| 267,535037999423 | 1 | < 0.1% | |
| 132,503463094797 | 1 | < 0.1% | |
| 1028,84497400169 | 1 | < 0.1% | |
| 392,301449147764 | 1 | < 0.1% | |
| 135,075461590518 | 1 | < 0.1% | |
| 126,894037216362 | 1 | < 0.1% | |
| Other values (45140) | 45140 | 45.1% |
Unique
| Unique | 45149 ? |
|---|---|
| Unique (%) | 45.1% |
Length
| Max length | 19 |
|---|---|
| Median length | 1 |
| Mean length | 7.72132 |
| Min length | 1 |
| Distinct | 34535 |
|---|---|
| Distinct (%) | 34.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| 352,065705711732 | 1 |
| 565,704888180256 | 1 |
| 544,979463049147 | 1 |
| 471,799537935451 | 1 |
| Other values (34530) |
| Value | Count | Frequency (%) | |
| 0 | 65466 | 65.5% | |
| 352,065705711732 | 1 | < 0.1% | |
| 565,704888180256 | 1 | < 0.1% | |
| 544,979463049147 | 1 | < 0.1% | |
| 471,799537935451 | 1 | < 0.1% | |
| 372,852617985268 | 1 | < 0.1% | |
| 367,681058862535 | 1 | < 0.1% | |
| 399,788537078024 | 1 | < 0.1% | |
| 377,571870593634 | 1 | < 0.1% | |
| 271,106812657042 | 1 | < 0.1% | |
| Other values (34525) | 34525 | 34.5% |
Unique
| Unique | 34534 ? |
|---|---|
| Unique (%) | 34.5% |
Length
| Max length | 16 |
|---|---|
| Median length | 1 |
| Mean length | 6.14069 |
| Min length | 1 |
| Distinct | 16677 |
|---|---|
| Distinct (%) | 16.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| -269987,125895661 | 1 |
| -734033,697525541 | 1 |
| -1216632,30734018 | 1 |
| -1131868,76521123 | 1 |
| Other values (16672) |
| Value | Count | Frequency (%) | |
| 0 | 83324 | 83.3% | |
| -269987,125895661 | 1 | < 0.1% | |
| -734033,697525541 | 1 | < 0.1% | |
| -1216632,30734018 | 1 | < 0.1% | |
| -1131868,76521123 | 1 | < 0.1% | |
| -140385,216101614 | 1 | < 0.1% | |
| -165758,672896548 | 1 | < 0.1% | |
| -1093443,58156397 | 1 | < 0.1% | |
| -41376,0792265368 | 1 | < 0.1% | |
| -249109,430472727 | 1 | < 0.1% | |
| Other values (16667) | 16667 | 16.7% |
Unique
| Unique | 16676 ? |
|---|---|
| Unique (%) | 16.7% |
Length
| Max length | 17 |
|---|---|
| Median length | 1 |
| Mean length | 3.6498 |
| Min length | 1 |
| Distinct | 20779 |
|---|---|
| Distinct (%) | 20.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| 0,0180055553361837 | 1 |
| 0,0304037053386355 | 1 |
| 0,0367960149525952 | 1 |
| 0,0278647509999185 | 1 |
| Other values (20774) |
| Value | Count | Frequency (%) | |
| 0 | 79222 | 79.2% | |
| 0,0180055553361837 | 1 | < 0.1% | |
| 0,0304037053386355 | 1 | < 0.1% | |
| 0,0367960149525952 | 1 | < 0.1% | |
| 0,0278647509999185 | 1 | < 0.1% | |
| 0,0594563670534835 | 1 | < 0.1% | |
| 0,0217379644350969 | 1 | < 0.1% | |
| 0,0366677209619373 | 1 | < 0.1% | |
| 0,0235217304634882 | 1 | < 0.1% | |
| 0,0281199914110366 | 1 | < 0.1% | |
| Other values (20769) | 20769 | 20.8% |
Unique
| Unique | 20778 ? |
|---|---|
| Unique (%) | 20.8% |
Length
| Max length | 20 |
|---|---|
| Median length | 1 |
| Mean length | 4.51347 |
| Min length | 1 |
| Distinct | 20795 |
|---|---|
| Distinct (%) | 20.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| 35696,4185603356 | 1 |
| 41568,5937779018 | 1 |
| 43933,6505734161 | 1 |
| 41811,4252480945 | 1 |
| Other values (20790) |
| Value | Count | Frequency (%) | |
| 0 | 79206 | 79.2% | |
| 35696,4185603356 | 1 | < 0.1% | |
| 41568,5937779018 | 1 | < 0.1% | |
| 43933,6505734161 | 1 | < 0.1% | |
| 41811,4252480945 | 1 | < 0.1% | |
| 37113,9153516201 | 1 | < 0.1% | |
| 39440,2353171222 | 1 | < 0.1% | |
| 44693,2634312829 | 1 | < 0.1% | |
| 43423,9459042183 | 1 | < 0.1% | |
| 31454,1417629479 | 1 | < 0.1% | |
| Other values (20785) | 20785 | 20.8% |
Unique
| Unique | 20794 ? |
|---|---|
| Unique (%) | 20.8% |
Length
| Max length | 16 |
|---|---|
| Median length | 1 |
| Mean length | 4.09697 |
| Min length | 1 |
| Distinct | 8589 |
|---|---|
| Distinct (%) | 8.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1527.79658 |
|---|---|
| Minimum | 0 |
| Maximum | 17912 |
| Zeros | 52065 |
| Zeros (%) | 52.1% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2925 |
| 95-th percentile | 5743.05 |
| Maximum | 17912 |
| Range | 17912 |
| Interquartile range (IQR) | 2925 |
Descriptive statistics
| Standard deviation | 2170.625105 |
|---|---|
| Coefficient of variation (CV) | 1.420755311 |
| Kurtosis | 2.655511833 |
| Mean | 1527.79658 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.559219016 |
| Sum | 152779658 |
| Variance | 4711613.347 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 52065 | 52.1% | |
| 4105 | 26 | < 0.1% | |
| 3838 | 26 | < 0.1% | |
| 3951 | 25 | < 0.1% | |
| 4151 | 25 | < 0.1% | |
| 3847 | 25 | < 0.1% | |
| 3839 | 24 | < 0.1% | |
| 3862 | 24 | < 0.1% | |
| 4157 | 23 | < 0.1% | |
| 4247 | 23 | < 0.1% | |
| Other values (8579) | 47714 | 47.7% |
| Value | Count | Frequency (%) | |
| 0 | 52065 | 52.1% | |
| 1 | 10 | < 0.1% | |
| 2 | 8 | < 0.1% | |
| 3 | 6 | < 0.1% | |
| 4 | 6 | < 0.1% |
| Value | Count | Frequency (%) | |
| 17912 | 1 | < 0.1% | |
| 17873 | 1 | < 0.1% | |
| 17735 | 1 | < 0.1% | |
| 17659 | 1 | < 0.1% | |
| 17629 | 1 | < 0.1% |
mortgage_numbers
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 2619 |
| 3 | 403 |
| Value | Count | Frequency (%) | |
| 0 | 79206 | 79.2% | |
| 1 | 17772 | 17.8% | |
| 2 | 2619 | 2.6% | |
| 3 | 403 | 0.4% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 62 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.19481 |
|---|---|
| Minimum | 0 |
| Maximum | 67 |
| Zeros | 29883 |
| Zeros (%) | 29.9% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 15 |
| Q3 | 24 |
| 95-th percentile | 34 |
| Maximum | 67 |
| Range | 67 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 12.1128678 |
|---|---|
| Coefficient of variation (CV) | 0.8533307454 |
| Kurtosis | -0.9336892049 |
| Mean | 14.19481 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.3080366981 |
| Sum | 1419481 |
| Variance | 146.7215663 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 29883 | 29.9% | |
| 21 | 2909 | 2.9% | |
| 18 | 2872 | 2.9% | |
| 19 | 2871 | 2.9% | |
| 17 | 2840 | 2.8% | |
| 20 | 2837 | 2.8% | |
| 22 | 2706 | 2.7% | |
| 16 | 2703 | 2.7% | |
| 23 | 2685 | 2.7% | |
| 15 | 2598 | 2.6% | |
| Other values (52) | 45096 | 45.1% |
| Value | Count | Frequency (%) | |
| 0 | 29883 | 29.9% | |
| 1 | 497 | 0.5% | |
| 2 | 604 | 0.6% | |
| 3 | 747 | 0.7% | |
| 4 | 854 | 0.9% |
| Value | Count | Frequency (%) | |
| 67 | 2 | < 0.1% | |
| 62 | 1 | < 0.1% | |
| 59 | 4 | < 0.1% | |
| 58 | 2 | < 0.1% | |
| 57 | 3 | < 0.1% |
| Distinct | 57 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.18393 |
|---|---|
| Minimum | 0 |
| Maximum | 59 |
| Zeros | 38723 |
| Zeros (%) | 38.7% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 6 |
| Q3 | 16 |
| 95-th percentile | 28 |
| Maximum | 59 |
| Range | 59 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 10.04345003 |
|---|---|
| Coefficient of variation (CV) | 1.093589567 |
| Kurtosis | -0.1083454262 |
| Mean | 9.18393 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.8721481179 |
| Sum | 918393 |
| Variance | 100.8708885 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 38723 | 38.7% | |
| 13 | 2670 | 2.7% | |
| 12 | 2604 | 2.6% | |
| 10 | 2568 | 2.6% | |
| 9 | 2516 | 2.5% | |
| 15 | 2495 | 2.5% | |
| 11 | 2485 | 2.5% | |
| 14 | 2467 | 2.5% | |
| 8 | 2458 | 2.5% | |
| 16 | 2441 | 2.4% | |
| Other values (47) | 38573 | 38.6% |
| Value | Count | Frequency (%) | |
| 0 | 38723 | 38.7% | |
| 1 | 1589 | 1.6% | |
| 2 | 1673 | 1.7% | |
| 3 | 1908 | 1.9% | |
| 4 | 2022 | 2.0% |
| Value | Count | Frequency (%) | |
| 59 | 1 | < 0.1% | |
| 55 | 2 | < 0.1% | |
| 54 | 1 | < 0.1% | |
| 53 | 3 | < 0.1% | |
| 52 | 4 | < 0.1% |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.65447 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 40313 |
| Zeros (%) | 40.3% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.807432347 |
|---|---|
| Coefficient of variation (CV) | 1.092453986 |
| Kurtosis | -0.4429484139 |
| Mean | 1.65447 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.8372880885 |
| Sum | 165447 |
| Variance | 3.266811687 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 40313 | 40.3% | |
| 1 | 15536 | 15.5% | |
| 2 | 15297 | 15.3% | |
| 4 | 9670 | 9.7% | |
| 3 | 9579 | 9.6% | |
| 5 | 5730 | 5.7% | |
| 6 | 3875 | 3.9% |
| Value | Count | Frequency (%) | |
| 0 | 40313 | 40.3% | |
| 1 | 15536 | 15.5% | |
| 2 | 15297 | 15.3% | |
| 3 | 9579 | 9.6% | |
| 4 | 9670 | 9.7% |
| Value | Count | Frequency (%) | |
| 6 | 3875 | 3.9% | |
| 5 | 5730 | 5.7% | |
| 4 | 9670 | 9.7% | |
| 3 | 9579 | 9.6% | |
| 2 | 15297 | 15.3% |
| Distinct | 9833 |
|---|---|
| Distinct (%) | 9.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 1000 | |
|---|---|
| 1600 | 1422 |
| 1700 | 1419 |
| 1650 | 1409 |
| 1500 | 1372 |
| Other values (9828) |
| Value | Count | Frequency (%) | |
| 1000 | 52089 | 52.1% | |
| 1600 | 1422 | 1.4% | |
| 1700 | 1419 | 1.4% | |
| 1650 | 1409 | 1.4% | |
| 1500 | 1372 | 1.4% | |
| 1750 | 1356 | 1.4% | |
| 1550 | 1347 | 1.3% | |
| 1450 | 1295 | 1.3% | |
| 1800 | 1285 | 1.3% | |
| 1850 | 1256 | 1.3% | |
| Other values (9823) | 35750 | 35.8% |
Unique
| Unique | 9748 ? |
|---|---|
| Unique (%) | 9.7% |
Length
| Max length | 16 |
|---|---|
| Median length | 4 |
| Mean length | 5.12639 |
| Min length | 2 |
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.03668 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros | 2996 |
| Zeros (%) | 3.0% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.716182983 |
|---|---|
| Coefficient of variation (CV) | 0.4251471464 |
| Kurtosis | 0.1989862927 |
| Mean | 4.03668 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.06303198548 |
| Sum | 403668 |
| Variance | 2.94528403 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 4 | 39370 | 39.4% | |
| 3 | 15909 | 15.9% | |
| 5 | 10102 | 10.1% | |
| 6 | 9408 | 9.4% | |
| 2 | 7673 | 7.7% | |
| 7 | 6684 | 6.7% | |
| 1 | 4785 | 4.8% | |
| 8 | 3073 | 3.1% | |
| 0 | 2996 | 3.0% |
| Value | Count | Frequency (%) | |
| 0 | 2996 | 3.0% | |
| 1 | 4785 | 4.8% | |
| 2 | 7673 | 7.7% | |
| 3 | 15909 | 15.9% | |
| 4 | 39370 | 39.4% |
| Value | Count | Frequency (%) | |
| 8 | 3073 | 3.1% | |
| 7 | 6684 | 6.7% | |
| 6 | 9408 | 9.4% | |
| 5 | 10102 | 10.1% | |
| 4 | 39370 | 39.4% |
| Distinct | 93358 |
|---|---|
| Distinct (%) | 93.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | 6643 |
|---|---|
| 459,840939712736 | 1 |
| 490,643543076427 | 1 |
| 402,762767102293 | 1 |
| 250,16860358357 | 1 |
| Other values (93353) |
| Value | Count | Frequency (%) | |
| 0 | 6643 | 6.6% | |
| 459,840939712736 | 1 | < 0.1% | |
| 490,643543076427 | 1 | < 0.1% | |
| 402,762767102293 | 1 | < 0.1% | |
| 250,16860358357 | 1 | < 0.1% | |
| 238,652875719539 | 1 | < 0.1% | |
| 536,933889486657 | 1 | < 0.1% | |
| 612,628132689687 | 1 | < 0.1% | |
| 387,228018305858 | 1 | < 0.1% | |
| 462,263450718334 | 1 | < 0.1% | |
| Other values (93348) | 93348 | 93.3% |
Unique
| Unique | 93357 ? |
|---|---|
| Unique (%) | 93.4% |
Length
| Max length | 18 |
|---|---|
| Median length | 16 |
| Mean length | 14.90019 |
| Min length | 1 |
| Distinct | 36993 |
|---|---|
| Distinct (%) | 37.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0 | |
|---|---|
| -24011,393551989 | 1 |
| -9336,26875871059 | 1 |
| -17162,129831476 | 1 |
| -13308,0932376708 | 1 |
| Other values (36988) |
| Value | Count | Frequency (%) | |
| 0 | 63008 | 63.0% | |
| -24011,393551989 | 1 | < 0.1% | |
| -9336,26875871059 | 1 | < 0.1% | |
| -17162,129831476 | 1 | < 0.1% | |
| -13308,0932376708 | 1 | < 0.1% | |
| -12638,1293083231 | 1 | < 0.1% | |
| -1639,85333924196 | 1 | < 0.1% | |
| -5657,93477359947 | 1 | < 0.1% | |
| -675,540056419616 | 1 | < 0.1% | |
| -6856,69499960426 | 1 | < 0.1% | |
| Other values (36983) | 36983 | 37.0% |
Unique
| Unique | 36992 ? |
|---|---|
| Unique (%) | 37.0% |
Length
| Max length | 18 |
|---|---|
| Median length | 1 |
| Mean length | 6.87763 |
| Min length | 1 |
| Distinct | 1970 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 456.42617 |
|---|---|
| Minimum | 0 |
| Maximum | 3003 |
| Zeros | 36022 |
| Zeros (%) | 36.0% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 302 |
| Q3 | 858 |
| 95-th percentile | 1318 |
| Maximum | 3003 |
| Range | 3003 |
| Interquartile range (IQR) | 858 |
Descriptive statistics
| Standard deviation | 485.093374 |
|---|---|
| Coefficient of variation (CV) | 1.062807976 |
| Kurtosis | -0.7824941581 |
| Mean | 456.42617 |
| Median Absolute Deviation (MAD) | 302 |
| Skewness | 0.6797324981 |
| Sum | 45642617 |
| Variance | 235315.5815 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 36022 | 36.0% | |
| 1214 | 71 | 0.1% | |
| 1219 | 69 | 0.1% | |
| 1223 | 68 | 0.1% | |
| 1207 | 68 | 0.1% | |
| 1210 | 66 | 0.1% | |
| 1232 | 66 | 0.1% | |
| 1230 | 66 | 0.1% | |
| 213 | 65 | 0.1% | |
| 34 | 65 | 0.1% | |
| Other values (1960) | 63374 | 63.4% |
| Value | Count | Frequency (%) | |
| 0 | 36022 | 36.0% | |
| 1 | 42 | < 0.1% | |
| 2 | 61 | 0.1% | |
| 3 | 41 | < 0.1% | |
| 4 | 52 | 0.1% |
| Value | Count | Frequency (%) | |
| 3003 | 1 | < 0.1% | |
| 2584 | 1 | < 0.1% | |
| 2463 | 1 | < 0.1% | |
| 2440 | 1 | < 0.1% | |
| 2431 | 1 | < 0.1% |
account_fee
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 10 | |
|---|---|
| 15 | |
| 0 | |
| 20 |
| Value | Count | Frequency (%) | |
| 10 | 39985 | 40.0% | |
| 15 | 30192 | 30.2% | |
| 0 | 19885 | 19.9% | |
| 20 | 9938 | 9.9% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.80115 |
| Min length | 1 |
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.04313 |
|---|---|
| Minimum | 0 |
| Maximum | 31 |
| Zeros | 20578 |
| Zeros (%) | 20.6% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 13 |
| Maximum | 31 |
| Range | 31 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.241062328 |
|---|---|
| Coefficient of variation (CV) | 0.8409583588 |
| Kurtosis | -0.1401838673 |
| Mean | 5.04313 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.6533505077 |
| Sum | 504313 |
| Variance | 17.98660967 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 20578 | 20.6% | |
| 4 | 8035 | 8.0% | |
| 5 | 7935 | 7.9% | |
| 3 | 7699 | 7.7% | |
| 6 | 7593 | 7.6% | |
| 2 | 7157 | 7.2% | |
| 7 | 7124 | 7.1% | |
| 8 | 6349 | 6.3% | |
| 1 | 6212 | 6.2% | |
| 9 | 5349 | 5.3% | |
| Other values (16) | 15969 | 16.0% |
| Value | Count | Frequency (%) | |
| 0 | 20578 | 20.6% | |
| 1 | 6212 | 6.2% | |
| 2 | 7157 | 7.2% | |
| 3 | 7699 | 7.7% | |
| 4 | 8035 | 8.0% |
| Value | Count | Frequency (%) | |
| 31 | 1 | < 0.1% | |
| 24 | 9 | < 0.1% | |
| 23 | 10 | < 0.1% | |
| 22 | 19 | < 0.1% | |
| 21 | 38 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| contract_start | contract_end | date_of_birth | gender | profession | size_household | ZIP | segment | credit_rating | no_credit_rating_flag | main_account_flag | online_banking_flag | tele_banking_flag | creditcard_flag | insurance_life_flag | insurance_house_flag | insurance_car_flag | insurance_other_flag | mortgage_flag | portfolio_flag | last_balance | last_balance_minus_6_months | last_balance_minus_12_months | income_salary_per_year | income_deposits_per_year | income_securities_per_year | insurance_life_premium_per_month | insurance_house_premium_per_year | insurance_car_premium_per_year | mortgage_value | mortgage_interest | mortgage_downpayment | mortgage_dayuntilmaturity | mortgage_numbers | online_number_of_logins_per_month | online_tranactions_per_month | advisor_contacts_last12months | customer_limit | cash_withdraws_per_month | cash_withdrawals_value | consumer_credit_value | consumer_credit_maturity | account_fee | number_of_refusals | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2010-10-24 | NaN | 1991-02-11 | M | Professional Services | 1 | 76829 | S2 | 89,5685176247469 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 38694,3768752972 | 57898,0655263417 | 57993,5440013713 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 1000 | 4 | 459,840939712736 | -24011,393551989 | 205 | 15 | 6 |
| 1 | 2010-04-30 | 2017-10-20 | 1986-04-06 | W | NaN | 1 | 35104 | S2 | 94,2705069107966 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 77759,1305436596 | 67914,6866703495 | 55263,2702429917 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 16 | 8 | 2 | 1000 | 7 | 476,334458774319 | -5368,74306807524 | 137 | 15 | 6 |
| 2 | 2013-05-02 | NaN | 1993-04-18 | M | Transportation | 1 | 63450 | S2 | 93,0309465957283 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 46701,95648597 | 52687,3292626823 | 56011,5780893348 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 26 | 12 | 2 | 1000 | 3 | 332,640202190496 | -9678,71341935483 | 624 | 15 | 4 |
| 3 | 2016-12-24 | NaN | 1994-07-29 | W | Professional Services | 2 | 9573 | S3 | NaN | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 10917,7849719239 | 9506,82086163218 | 12194,6527938667 | 0 | 0 | 0 | 0 | 486,580576010278 | 335,884723643912 | 0 | 0 | 0 | 104 | 0 | 0 | 0 | 4 | 1050 | 4 | 378,32474448561 | -12110,3059156975 | 1263 | 10 | 7 |
| 4 | 2011-10-01 | NaN | 1990-10-28 | W | Research | 1 | 66916 | S2 | 90,45766439571 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 26170,3728543336 | 29474,0655337622 | 16830,9915503826 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 23 | 18 | 3 | 1000 | 4 | 471,509299299279 | 0 | 521 | 10 | 3 |
| 5 | 2004-09-24 | NaN | 1987-11-18 | M | Real Estate | 1 | 14728 | S2 | NaN | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 28674,6530686612 | 26659,8178933018 | 26483,530388131 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 34 | 22 | 4 | 1000 | 3 | 478,179202394839 | 0 | 0 | 0 | 10 |
| 6 | 2015-12-20 | NaN | 1992-06-30 | M | Engineering | 2 | 95666 | S2 | NaN | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 78017,4009288749 | 57371,4573029017 | 55035,7281448387 | 83863,6390255504 | 0 | 0 | 0 | 341,549590004741 | 0 | -318977,436395197 | 0,041731060613203 | 41364,7772114021 | 793 | 2 | 19 | 10 | 4 | 1850 | 4 | 588,621470690261 | 0 | 1498 | 15 | 0 |
| 7 | 2016-07-15 | NaN | 1995-07-20 | W | NaN | 2 | 67819 | S3 | NaN | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 58755,3920291105 | 36206,3818822741 | 31104,3756045243 | 68538,3876709008 | 0 | 0 | 202,617475598589 | 329,638679298053 | 282,481710455156 | -299135,859653582 | 0,0279718069017141 | 41600,1421490866 | 4084 | 1 | 6 | 1 | 0 | 1600 | 4 | 635,546934783589 | 0 | 686 | 20 | 5 |
| 8 | 2004-04-17 | NaN | 1984-03-11 | M | Maint | 2 | 73113 | S2 | 96,6149393859733 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 41894,4913170535 | 56360,0382179424 | 40616,5162862325 | 65561,6460770636 | 0 | 0 | 189,759869863685 | 282,088612389647 | 0 | -179526,745030196 | 0,0240658290540011 | 41339,8813807627 | 246 | 1 | 13 | 8 | 2 | 2650 | 5 | 484,351735774945 | -4880,28751322258 | 133 | 20 | 5 |
| 9 | 2015-06-18 | NaN | 1984-03-18 | M | Consultant | 1 | 31717 | S2 | 92,0232419690947 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | -3726,83191154785 | 6211,50506078807 | 16077,317257972 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 1000 | 4 | 49,5698354249929 | -19610,27536479 | 58 | 0 | 7 |
Last rows
| contract_start | contract_end | date_of_birth | gender | profession | size_household | ZIP | segment | credit_rating | no_credit_rating_flag | main_account_flag | online_banking_flag | tele_banking_flag | creditcard_flag | insurance_life_flag | insurance_house_flag | insurance_car_flag | insurance_other_flag | mortgage_flag | portfolio_flag | last_balance | last_balance_minus_6_months | last_balance_minus_12_months | income_salary_per_year | income_deposits_per_year | income_securities_per_year | insurance_life_premium_per_month | insurance_house_premium_per_year | insurance_car_premium_per_year | mortgage_value | mortgage_interest | mortgage_downpayment | mortgage_dayuntilmaturity | mortgage_numbers | online_number_of_logins_per_month | online_tranactions_per_month | advisor_contacts_last12months | customer_limit | cash_withdraws_per_month | cash_withdrawals_value | consumer_credit_value | consumer_credit_maturity | account_fee | number_of_refusals | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 99990 | 2008-05-21 | NaN | 1980-09-26 | W | Telecommunications | 1 | 63864 | S3 | NaN | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 49468,5579260655 | 36889,6474419602 | 27414,2270687429 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1000 | 4 | 0 | 0 | 30 | 10 | 2 |
| 99991 | 2014-03-15 | NaN | 1959-06-19 | W | Education | 1 | 41065 | S2 | NaN | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 50064,983057392 | 41437,5527671403 | 26289,7188355916 | 11846,3632956555 | 0 | 0 | 0 | 431,401598717947 | 404,559329743301 | 0 | 0 | 0 | 4089 | 0 | 0 | 0 | 5 | 1400 | 3 | 687,191319185246 | 0 | 0 | 20 | 9 |
| 99992 | 2014-02-07 | NaN | 1997-07-13 | M | Insurance | 1 | 13627 | S4 | NaN | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 62124,8183694883 | 47095,643985929 | 22122,2932661076 | 37032,3258030916 | 0 | 0 | 0 | 576,575396861768 | 273,830668127209 | 0 | 0 | 0 | 4327 | 0 | 0 | 0 | 4 | 872,083103024763 | 6 | 336,604426238362 | 0 | 1104 | 15 | 9 |
| 99993 | 2010-01-30 | NaN | 1987-04-03 | W | Journalism | 1 | 94501 | S5 | 94,548429320081 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 91113,5747039888 | 94713,5531747622 | 98890,6166051327 | 0 | 2494,23816797312 | 152,905720216442 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 22 | 14 | 3 | 1000 | 3 | 408,789204989793 | -4945,24307354846 | 1091 | 10 | 2 |
| 99994 | 2006-11-10 | NaN | 1961-12-22 | M | Hotel | 4 | 82319 | S5 | 92,1188178715729 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 46907,8992425388 | 36371,5273530557 | 22413,4737995415 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 1000 | 4 | 449,512902229926 | -5452,1570821956 | 290 | 10 | 0 |
| 99995 | 2006-09-11 | NaN | 1985-03-02 | M | Finance | 2 | 59505 | S1 | NaN | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 34127,5970136315 | 19034,2485736163 | 16966,1528485321 | 17700,6113862137 | 0 | 0 | 0 | 546,693243689254 | 0 | 0 | 0 | 0 | 1496 | 0 | 0 | 0 | 4 | 1550 | 7 | 20,197055391671 | 0 | 1373 | 0 | 0 |
| 99996 | 2005-04-04 | NaN | 1979-09-28 | W | Construction | 1 | 51143 | S3 | 96,5343938026365 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 27802,9530309299 | 23882,0842411869 | 29385,8155399922 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1000 | 4 | 294,554004818315 | -22473,9139129287 | 810 | 10 | 3 |
| 99997 | 2017-09-05 | NaN | 1996-04-25 | W | Construction | 1 | 6577 | S2 | 85,982146943176 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 53243,0414812015 | 34802,0696039165 | 44105,5283990144 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 1 | 1000 | 3 | 109,991597571823 | 0 | 1063 | 15 | 2 |
| 99998 | 2008-10-31 | NaN | 1988-03-23 | W | Information Technology | 1 | 79115 | S1 | NaN | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 60381,2440772309 | 46968,4201575398 | 33500,2104535716 | 38064,8998740815 | 0 | 1858,41470242872 | 0 | 639,616323588513 | 470,882418860686 | 0 | 0 | 0 | 174 | 0 | 31 | 23 | 3 | 1750 | 3 | 299,817586666007 | 0 | 0 | 0 | 4 |
| 99999 | 2016-10-17 | NaN | 1998-03-21 | W | Management | 2 | 21465 | S2 | 85,7213234459066 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 50544,1769736572 | 52957,9527936736 | 55139,4492887102 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 19 | 12 | 0 | 1000 | 4 | 350,629205503384 | 0 | 0 | 15 | 1 |